Author

Sumya Aktar

Rajshahi University of Engineering and Technology

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Developmental Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:electronic health records· 1 Approach:statistical model· 1

Frequent Co-Authors

M. Yunus Rana· 1 shared Rohul AminiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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1 shared paperDevelopmental Biology

M. Yunus Rana

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1 paper

Recent·Most cited

Distribution-Aware Federated Learning for Diabetes Prediction Using Tabular Clinical Data Under Non-IID and Class-Imbalanced Settings

Rohul Amin, M. Yunus Rana, Sumya Aktar

This paper introduces DA-FL, a federated learning method that improves diabetes prediction in non-IID and class-imbalanced settings by incorporating class distribution awareness.

bioRxiv · Mar 8, 2026 · PreprintDevelopmental Biology